It certainly reduces the weight of the plane if it doesn't need to carry its initial propulsion system for the entire flight.
Still, there might be some weight gains that come from reducing the motor's peek power requirements, and those multiply across the entire flight.
I was wondering if it could worth implementing a two-stage system. The booster stage contains a lot of batteries, extra motors and a beefed up landing gear. The booster batteries contain enough power to get the aircraft up to it's cruising altitude before detaching and more or less gliding back to the departure airport. All the second stage would have to do is maintain cruising altitude for the rest of the flight then land.
The batteries are plenty powerful. We’re limited in energy to about 500-1000 miles unless we use better aerodynamics, etc.